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Human capital quality and the regional economic growth: Evidence from China

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  • Zhang, Yi
  • Kumar, Sanjay
  • Huang, Xianhai
  • Yuan, Yiming

Abstract

China's economic development has advanced from a high-speed to a high-quality growth stage in recent years. The optimization and upgrading of the economic structure require high-quality human capital to support an innovation-driven economy. In this paper, a general equilibrium model of human capital (Xiang & Yeaple, 2018) is applied to estimate the cognitive and non-cognitive productivities based on Chinese provincial-level macro-data and individual labor's micro-data from 2008 to 2017. The weighted power mean of cognitive and non-cognitive productivities helps calculate the provincial-level human capital quality index (HCQI), which provides a realistic estimate of human capital quality. We find that the improvement of the HCQI leads to convergence in economic growth in China's provinces. HCQI can help explain the differences in economic growth levels in different regions of China. Our study provides a constructive step in understanding cognitive and non-cognitive abilities and HCQI in China, which could help guide education investment policy in China and its provinces.

Suggested Citation

  • Zhang, Yi & Kumar, Sanjay & Huang, Xianhai & Yuan, Yiming, 2023. "Human capital quality and the regional economic growth: Evidence from China," Journal of Asian Economics, Elsevier, vol. 86(C).
    • Handle: RePEc:eee:asieco:v:86:y:2023:i:c:s1049007823000131
    DOI: 10.1016/j.asieco.2023.101593
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    as
    1. Rodolfo E. Manuelli & Ananth Seshadri, 2014. "Human Capital and the Wealth of Nations," American Economic Review, American Economic Association, vol. 104(9), pages 2736-2762, September.
    2. Andrés Erosa & Tatyana Koreshkova & Diego Restuccia, 2010. "How Important Is Human Capital? A Quantitative Theory Assessment of World Income Inequality," Review of Economic Studies, Oxford University Press, vol. 77(4), pages 1421-1449.
    3. German Cubas & B. Ravikumar & Gustavo Ventura, 2016. "Talent, Labor Quality, and Economic Development," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 21, pages 160-181, July.
    4. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    5. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    6. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    7. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    8. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    9. David Hummels & Rasmus J?rgensen & Jakob Munch & Chong Xiang, 2014. "The Wage Effects of Offshoring: Evidence from Danish Matched Worker-Firm Data," American Economic Review, American Economic Association, vol. 104(6), pages 1597-1629, June.
    10. Benjamin F. Jones, 2014. "The Human Capital Stock: A Generalized Approach," American Economic Review, American Economic Association, vol. 104(11), pages 3752-3777, November.
    11. Chong Xiang & Stephen Yeaple, 2018. "The Production of Cognitive and Non-cognitive Human Capital in the Global Economy," NBER Working Papers 24524, National Bureau of Economic Research, Inc.
    12. Donald R. Davis & David E. Weinstein, 2001. "An Account of Global Factor Trade," American Economic Review, American Economic Association, vol. 91(5), pages 1423-1453, December.
    13. Robert J. Barro & Xavier Sala-I-Martin, 1992. "Public Finance in Models of Economic Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 59(4), pages 645-661.
    14. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    15. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    16. Melissa Osborne & Herbert Gintis & Samuel Bowles, 2001. "The Determinants of Earnings: A Behavioral Approach," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1137-1176, December.
    17. Heineck, Guido & Anger, Silke, 2010. "The returns to cognitive abilities and personality traits in Germany," Labour Economics, Elsevier, vol. 17(3), pages 535-546, June.
    18. Barro, Robert J & Sala-i-Martin, Xavier, 1992. "Convergence," Journal of Political Economy, University of Chicago Press, vol. 100(2), pages 223-251, April.
      • Barro, R.J. & Sala-I-Martin, X., 1991. "Convergence," Papers 645, Yale - Economic Growth Center.
      • Barro, Robert J. & Sala-i-Martin, Xavier, 1992. "Convergence," Scholarly Articles 3451299, Harvard University Department of Economics.
    19. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    20. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    21. Robert Dekle & Jonathan Eaton & Samuel Kortum, 2008. "Global Rebalancing with Gravity: Measuring the Burden of Adjustment," IMF Staff Papers, Palgrave Macmillan, vol. 55(3), pages 511-540, July.
    22. German Cubas & B. Ravikumar & Gustavo Ventura, 2016. "Talent, Labor Quality, and Economic Development," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 21, pages 160-181, July.
    23. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    24. Robert J. Barro & Xavier Sala-i-Martin, 1991. "Convergence across States and Regions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(1), pages 107-182.
    25. Bond, Stephen & Bowsher, Clive & Windmeijer, Frank, 2001. "Criterion-based inference for GMM in autoregressive panel data models," Economics Letters, Elsevier, vol. 73(3), pages 379-388, December.
    26. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September.
    27. Jorgenson, Dale W & Fraumeni, Barbara M, 1992. " Investment in Education and U.S. Economic Growth," Scandinavian Journal of Economics, Wiley Blackwell, vol. 94(0), pages 51-70, Supplemen.
    28. Ariel Burstein & Eduardo Morales & Jonathan Vogel, 2019. "Changes in Between-Group Inequality: Computers, Occupations, and International Trade," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(2), pages 348-400, April.
    29. Chang‐Tai Hsieh & Erik Hurst & Charles I. Jones & Peter J. Klenow, 2019. "The Allocation of Talent and U.S. Economic Growth," Econometrica, Econometric Society, vol. 87(5), pages 1439-1474, September.
    30. John W. Kendrick, 1976. "The Formation and Stocks of Total Capital," NBER Books, National Bureau of Economic Research, Inc, number kend76-1, March.
    31. Lee, Eunhee, 2020. "Trade, inequality, and the endogenous sorting ofheterogeneous workers," Journal of International Economics, Elsevier, vol. 125(C).
    32. Dale Jorgenson & Barbara M. Fraumeni, 1989. "The Accumulation of Human and Nonhuman Capital, 1948-84," NBER Chapters, in: The Measurement of Saving, Investment, and Wealth, pages 227-286, National Bureau of Economic Research, Inc.
    33. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    34. Yona Rubinstein & James J. Heckman, 2001. "The Importance of Noncognitive Skills: Lessons from the GED Testing Program," American Economic Review, American Economic Association, vol. 91(2), pages 145-149, May.
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    More about this item

    Keywords

    Cognitive human capital; Non-cognitive human capital; Human capital quality index (HCQI); Regional differences; Economic growth;
    All these keywords.

    JEL classification:

    • F16 - International Economics - - Trade - - - Trade and Labor Market Interactions
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration

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